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Atmospheric river

An atmospheric river is a long, narrow corridor of concentrated water vapor transport in the lower troposphere, typically 400 to 600 kilometers wide and extending over 2000 kilometers in length, that carries the majority of poleward moisture flux across midlatitudes. These features form primarily along the warm conveyor belts of extratropical cyclones, where strong southerly winds advect subtropical moisture toward higher latitudes ahead of advancing cold fronts. Atmospheric rivers are detected through metrics such as integrated vapor transport (IVT) exceeding thresholds around 250 kg m⁻¹ s⁻¹, often visualized via satellite water vapor imagery revealing elongated plumes. Upon landfall, especially over topographic barriers like coastal mountain ranges, the forced ascent of moist air leads to orographic enhancement of precipitation, accounting for up to 90% of total water vapor transport and frequently driving extreme rainfall events that cause flooding, landslides, and reservoir replenishment in regions such as the U.S. West Coast. While capable of beneficial snowpack accumulation for water supply, intense atmospheric rivers—classified on scales from Category 1 (weak) to 5 (exceptional) based on IVT magnitude and duration—pose significant hydro-meteorological risks, with empirical analyses indicating their role in over half of major floods in affected areas. In a warming climate, thermodynamic scaling suggests potential increases in atmospheric river intensity due to higher moisture capacity, though observational records show variable trends in frequency.

Definition and Characteristics

Formation and Dynamics

Atmospheric rivers form as narrow corridors of enhanced horizontal transport within the warm conveyor belts of extratropical cyclones, where low-level jets advect moisture poleward from subtropical sources. These structures typically emerge ahead of advancing cold fronts, requiring a combination of high atmospheric humidity, strong winds exceeding 15-25 m/s at low levels, and a moist neutral thermodynamic profile that sustains efficient moisture uptake and minimal en route. The primary moisture originates from over warm surfaces, particularly in the , with local along fronts contributing additional vapor through uplift and processes. Dynamically, atmospheric rivers are characterized by anomalously high integrated (IWV) values greater than 2 cm and integrated vapor (IVT) magnitudes of at least 250 kg m⁻¹ s⁻¹, thresholds that distinguish them from background moisture fluxes. Their persistence and intensity arise from balance, where baroclinicity generates geostrophic winds parallel to isentropes, concentrating vapor in elongated filaments roughly 2,000 km long and 300-500 km wide. These features account for over 90% of the total meridional across midlatitudes during winter, driven by large-scale synoptic patterns such as trains with wavenumbers 4-5 in the . External forcings, including the Madden-Julian Oscillation and tropical Kelvin waves, can modulate their formation by altering low-level wind convergence and availability. The evolution of atmospheric rivers involves transient dynamics tied to cyclone intensification, with quasi-stationary configurations possible under blocking highs that stall the systems, prolonging moisture delivery. upon landfall amplifies precipitation, but the core formation remains oceanic and synoptic-scale, independent of terrain. Empirical detection relies on satellite-derived IVT fields, confirming their role as the dominant mechanism for poleward freshwater flux on .

Physical Structure and Scale

Atmospheric rivers consist of elongated, narrow corridors of enhanced transport embedded within the broader circulation of extratropical cyclones, primarily manifesting as concentrated plumes in imagery. These features are characterized by high values of integrated (IWV) exceeding 2 cm and vertically integrated vapor transport (IVT) magnitudes typically above 250 kg m⁻¹ s⁻¹, with stronger events surpassing 500 kg m⁻¹ s⁻¹. The core of the transport is concentrated in the lower , where abundance peaks due to thermodynamic constraints, though dynamical lifting can extend influence to during orographic ascent. In terms of horizontal dimensions, atmospheric rivers typically span widths of 500 to 1000 km and lengths of 1500 to 2500 km or more, forming ribbon-like structures that stretch across ocean basins. Observational studies report average widths around 890 km, with lengths often exceeding detection thresholds of 2000 km to ensure distinction from broader moisture fields. The , typically greater than 2:1 (length to width), underscores their filamentary geometry, which facilitates efficient poleward moisture despite comprising only 10% of the zonal extent at midlatitudes. The scale of moisture flux within these corridors is immense, with total integrated vapor transport (TIVT) averaging 4.7 × 10⁸ kg s⁻¹ across the cross-section, equivalent to roughly twice the discharge of the . This flux arises from the product of IVT and the river's width, enabling atmospheric rivers to account for over 90% of the total meridional in midlatitudes during events. scales, such as the NOAA AR scale, categorize events from Category 1 (IVT ~250-500 kg m⁻¹ s⁻¹) to Category 5 (IVT >1000 kg m⁻¹ s⁻¹), reflecting variations in structure and potential impacts.

History of Research

Pre-Scientific Observations

The Great Flood of 1861–1862 in exemplifies early documented observations of prolonged, intense events now recognized as resulting from atmospheric rivers. Beginning on December 24, 1861, a series of such storms persisted for 43 days, delivering rainfall totals exceeding 10 feet (3 meters) in the foothills and transforming the Central Valley into an spanning 300 miles (480 km) long and up to 60 miles (97 km) wide. Contemporary accounts from settlers, newspapers, and government reports detailed relentless rain from narrow corridors of Pacific moisture, causing river levels to rise dramatically—such as the reaching 24 feet (7.3 m) above —and resulting in over 4,000 human deaths across the , alongside the destruction of and . These records, based on rudimentary rain gauges and eyewitness testimonies rather than modern vapor transport analysis, highlighted the phenomena's capacity for sustained water delivery without yet conceptualizing the underlying atmospheric dynamics. Proxy records from lake sediments, tree rings, and fluvial deposits extend of comparable events deep into the pre-instrumental past. In , silt layers in ancient lake beds preserve signatures of megafloods occurring roughly every 150–200 years, with specific episodes dated to approximately AD 212, 440, 603, 1029, 1418, and 1605 through radiocarbon and stratigraphic analysis. These deposits correlate with extreme winter pulses consistent with atmospheric river forcing, as inferred from enhanced sediment influx during periods of inferred high moisture transport. Tree-ring chronologies spanning six centuries along the U.S. further reconstruct atmospheric river frequency and intensity, revealing multi-year sequences of landfalling events that exceeded modern averages during the late , driven by natural variability in Pacific circulation patterns. Such paleohydrologic underscores that these vapor-laden corridors have periodically dominated regional cycles for millennia, influencing ecosystems and patterns long before systematic . Early European explorers and maritime logs in the North Pacific occasionally noted visual precursors, such as elongated cloud bands or "rivers of cloud" trailing from subtropical origins toward continental coasts, associating them with ensuing deluges. For instance, 19th-century ship captains' journals described narrow, persistent moisture plumes originating near —later termed the ""—preceding heavy rains on the , though these were interpreted through navigational rather than causal lenses. In regions beyond , historical annals in record analogous Atlantic-sourced storms, such as the 1824 floods in and linked to sustained vapor inflows, documented via church records and diaries without quantitative vapor flux measurements. These anecdotal and proxy-based observations collectively demonstrate recurring recognition of the phenomena's scale and impacts, predating the formal scientific framework by centuries.

Modern Scientific Recognition

The term atmospheric river was coined in 1994 by E. Newell and Yong Zhu of the to describe elongated corridors of concentrated transport in the mid-latitudes, drawing an analogy to terrestrial rivers due to their role in channeling atmospheric moisture across vast distances. This conceptualization emerged from analyses of satellite-derived imagery and global circulation models, which revealed that such features accounted for a disproportionate share—up to 90%—of meridional moisture flux in the extratropics during winter. Building on this foundation, Newell and Zhu's 1998 study provided seminal by examining reanalysis data and forecast models, demonstrating that atmospheric rivers form preferentially along the warm sectors of extratropical cyclones and contribute significantly to extreme events on continental margins. Their work quantified these structures' integrated transport exceeding 10^5 kg m^{-1} s^{-1}, establishing a quantitative that later informed detection algorithms. This period marked the transition from anecdotal observations of vapor plumes to rigorous dynamical explanations rooted in synoptic and . Scientific recognition accelerated in the early through interdisciplinary efforts linking atmospheric rivers to hydrological impacts, particularly in water-scarce regions like . Researchers at institutions such as , including Marty Ralph, integrated satellite observations with ground-based measurements to correlate these events with 30-50% of annual in the U.S. , fostering operational forecasting applications by the . By the mid-, peer-reviewed literature expanded to include global case studies, with studies confirming atmospheric rivers' prevalence in other basins, such as the North Atlantic and southern hemisphere, driven by persistent subtropical ridges and trains. This era solidified atmospheric rivers as a distinct class of synoptic phenomena, distinct from broader frontal systems, through consistent evidence of their narrow (typically 400-500 km wide) but intense moisture fluxes.

Detection and Monitoring

Remote Sensing Technologies

Remote sensing technologies, primarily satellite-based, enable the detection and characterization of atmospheric rivers by quantifying integrated water vapor (IWV) and visualizing moisture transport structures. Passive microwave radiometers on polar-orbiting satellites, such as those from the Special Sensor Microwave Imager (SSM/I) series and the Global Precipitation Measurement (GPM) Microwave Imager (GMI), measure brightness temperatures to derive total precipitable water (TPW), a proxy for IWV, with accuracies typically within 0.2-0.5 kg/m² over oceans. These instruments penetrate clouds to provide all-weather estimates of column water vapor exceeding 50 mm (5 cm), a threshold often used in automated AR detection algorithms that identify elongated plumes parallel to mid-latitude jets. Geostationary satellites like the GOES-R series employ (IR) and (WV) channels to capture high-resolution imagery of AR cloud bands and moisture rivers every 5-15 minutes, facilitating real-time monitoring of their evolution and landfall. WV channels, sensitive to upper-tropospheric around 6-7 μm, highlight dry slots and moist filaments, while detects cloud-top temperatures indicative of associated frontal systems. Combined and data enhance AR catalogs, such as those from Systems, which merge multi-satellite observations to track AR intensity via TPW gradients exceeding kg/m² per degree latitude. Advanced techniques integrate these observations; for instance, algorithms derive geostrophic from microwave-derived fields to assess IVT (integrated vapor ), though estimates rely on scatterometers like ASCAT for surface vectors. Limitations include reduced accuracy over land due to surface variations in data and qualitative nature of /WV imagery, necessitating with models for quantitative IVT exceeding 250 kg/m/s, a common criterion. NASA's Earth-observing missions, including MODIS for visible/ and AIRS for hyperspectral sounding, supplement these by profiling vertical structures, aiding studies of AR thermodynamics.

Numerical Modeling and Ground Observations

Numerical modeling of atmospheric rivers (ARs) relies on (NWP) systems that compute integrated vapor transport (IVT), defined as the product of vertically integrated and meridional wind speeds, to identify and forecast these features. AR detection algorithms applied to model output typically require IVT exceeding 250 kg m⁻¹ s⁻¹ over a sustained of at least 1000 km with a geometrically elongated . Global operational models, including the European Centre for Medium-Range Weather Forecasts (ECMWF) Integrated Forecasting System and the U.S. (GFS), exhibit skill scores above 0.6 for AR detection up to 5 days in advance, based on object-based metrics comparing forecasted AR axes to reanalysis-derived events along the U.S. from 1979–2016. However, these models often underestimate peak IVT magnitudes by 10–20% in intense ARs due to biases in and parameterizations. Regional models like the Weather Research and Forecasting (WRF) model, run at 3–9 km horizontal resolution, improve simulation of AR-orographic interactions by explicitly resolving prefrontal low-level jets and ascent over coastal , capturing totals within 15% of observed values during events like the 2017 AR sequence. Ensemble configurations in such models reduce forecast by sampling perturbations, with hindcasts showing enhanced predictability for AR categories 3–5 (IVT >750 kg m⁻¹ s⁻¹) when targeting observations from adaptive campaigns. Limitations persist in representing mesoscale variability, where convection-permitting resolutions below 4 km yield more accurate rain rates exceeding 100 mm day⁻¹ but increase computational demands. Ground observations provide critical validation for model outputs, particularly through targeted upper-air soundings and surface networks that capture AR thermodynamic and kinematic structures. profiles from campaigns like AR Reconnaissance, launched twice daily from mobile sites or aircraft dropsondes, measure low-level specific humidities of 8–12 g kg⁻¹ and southerly winds of 15–25 m s⁻¹ at 850 hPa, confirming model depictions of warm conveyor belts but revealing frequent underestimation of boundary layer moisture by 5–10 g kg⁻¹. Dense rain gauge arrays, such as those in California's High-Resolution Precipitation Estimator network, record AR event totals of 200–500 mm over 2–3 days in catchments, enabling bias correction in model precipitation fields that otherwise overestimate spatial coverage by 20–30%. Ground-based Global Navigation Satellite System (GNSS) stations derive precipitable (PWV) with 1–2 mm accuracy every 5–15 minutes, validating model PWV peaks of 40–50 mm during AR passages and highlighting diurnal cycles missed in coarser simulations. Surface meteorological stations supplement these with real-time wind and pressure data, documenting AR frontal passages via pressure drops of 10–20 over 6 hours, which models reproduce reliably but with phase errors up to 3 hours in lead times beyond 48 hours. Integration of these observations into schemes, such as 4D-Var in ECMWF, has improved AR forecast initialization, reducing IVT errors by 15% in targeted regions. Sparse oceanic coverage remains a challenge, underscoring reliance on shipboard or island-based sensors for basin-scale validation.

Meteorological and Hydrological Effects

Beneficial Contributions to Water Supply

Atmospheric rivers transport vast quantities of moisture from subtropical oceans to mid-latitude landmasses, delivering concentrated that constitutes a of freshwater replenishment in arid and semi-arid regions. In the , these events account for 30 to 50 percent of annual along the coast, with the majority occurring in just a few intense storms that efficiently fill reservoirs and aquifers during otherwise dry seasons. This precipitation often manifests as heavy snowfall in mountainous areas, building that acts as a seasonal storage mechanism for ; for instance, in California's range, ARs contribute up to 50 percent of the snow accumulation critical for downstream water availability through spring melt. The resulting supports , municipal needs, and ecosystems, with AR-driven events historically providing nearly half of the state's total annual runoff. ARs also play a drought-terminating by rapidly restoring balances; in , a series of nine such events in delivered equivalent to 40 percent of Southern California's annual average, substantially boosting levels after prolonged deficits. Globally, these corridors contribute about 22 percent of landfalling , underscoring their outsized influence on hydrological resources in extratropical zones despite their episodic nature.

Destructive Potential for Flooding and Storms

Atmospheric (ARs) can generate rates exceeding 100 per day in coastal and mountainous areas, leading to flash flooding, river overflows, and landslides when moisture-laden air masses interact with via orographic enhancement. Prolonged AR events, lasting 24 to 72 hours or more, exacerbate these risks by saturating soils and overwhelming drainage systems, with antecedent wet conditions amplifying runoff. AR intensity is categorized from 1 to 5 based on integrated water vapor transport (IVT) exceeding 250 kg m⁻¹ s⁻¹ for higher categories and event duration, where categories 3–5 correlate with substantially elevated hazards compared to weaker events. Notable examples include the 43-day AR series in from December 1861 to January 1862, which inundated the Central Valley under up to 10 feet of water, destroying and across thousands of square miles. In modern times, ARs fueled severe flooding in from November 10–16, 2021, with two successive events triggering landslides, highway washouts, and at least five deaths amid evacuations of over 16,000 residents. 's 2022–2023 winter featured nine landfalling ARs over three weeks, causing billions in damages from failures, , and spills, including the near-breach of reminiscent of the 2017 . Economically, AR-driven floods in the accounted for approximately $42.6 billion in damages from 1978 to 2017 across 11 states, averaging $1 billion annually in alone, with damages scaling nonlinearly with intensity—each category increase roughly doubling losses. Globally, ARs threaten around 300 million people with flooding risks, particularly in vulnerable coastal zones, and projections indicate intensified landfalling events could double affected areas under warming scenarios. Beyond precipitation, ARs often embed strong winds exceeding 50 m/s in their cores, contributing to storm damage through downed power lines, structural failures, and , as observed in worldwide events where wind impacts rival flooding in severity. Persistent ARs over urban or agricultural regions, such as the 2015 event over , , lasting over 18 hours, have directly precipitated devastating floods by concentrating rainfall beyond local capacities.

Global Distribution and Regional Impacts

North American Patterns

Atmospheric rivers primarily target the western coast of , with the majority making landfall along the and , where they account for 30 to 50 percent of annual during the extended cool season from to . These events feature narrow, elongated plumes of enhanced integrated transport (IVT) typically exceeding 250 kg m⁻¹ s⁻¹, drawing subtropical moisture across the Pacific Ocean toward mid-latitude systems stalled by atmospheric blocking patterns. Peak frequency occurs in winter, with an average of 5 to 10 landfalling ARs per season in , often intensifying orographic as moist air ascends coastal ranges. Circulation drivers, including the Pacific/North America (PNA) teleconnection and phases of the El Niño-Southern Oscillation (ENSO), modulate AR pathways and intensity; for instance, warm ENSO events enhance moisture transport toward the , increasing AR frequency over the . Recent analyses reveal opposing trends from 1980 to 2020, with declining AR frequency and intensity over the contributing to regional drying, while increases over the align with a shift toward wetter conditions there, linked to evolving PNA patterns. Extreme ARs, comprising about 8 percent of all events, drive the heaviest precipitation episodes, responsible for over 80 percent of total seasonal rainfall in parts of and frequently triggering floods, with historical events like the 2023 series delivering up to 40 inches of rain in localized areas. Ocean-atmosphere interactions, such as sharpened sea surface temperature fronts east of ocean eddies, further amplify moisture convergence and efficiency upon . While western patterns dominate climatological impacts, ARs occasionally traverse the continent or form over to affect the East Coast, though with lower frequency and less integrated vapor compared to Pacific-sourced events.

Patterns in Other Regions

Atmospheric rivers (ARs) manifest distinct regional patterns outside , driven by dynamics and moisture transport from subtropical sources. In Europe, ARs predominantly affect western coastal areas, with the , western , and recording the highest landfall frequencies from 1980 to 2020, often embedded in low-pressure systems that amplify orographic precipitation. These events contribute to inland flooding, as seen in central Europe's basin, where ARs enhance heavy rainfall through sustained southerly moisture fluxes during winter. Recent analyses indicate a poleward shift in AR tracks over the past four decades, increasing activity at higher latitudes while diminishing it in , linked to evolving patterns and tropical rainfall expansion. In East Asia, ARs peak in summer, contrasting North American winter dominance, and are modulated by the East Asian monsoon, with moisture sourced from the western Pacific and Indian Ocean. High-resolution simulations project a 20-50% rise in AR frequency and related precipitation over Japan, Korea, and eastern China by the late 21st century under RCP8.5 scenarios, attributed to enhanced evaporation and weakened subtropical highs. Long-term trends from 1979 to 2019 show increasing AR intensity in the region, correlating with extremes like the 2020 Kyushu floods. Southeastern experiences ARs mainly in austral autumn and winter, ahead of cold fronts, supplying 20-50% of winter rainfall in the Murray-Darling Basin and coinciding with 75-100% of extreme and events in the southeast. Detection algorithms reveal ARs transport over 50% tropical moisture to these areas during summer events, underscoring their role in both drought relief and flash flooding. In southern , ARs strike the Chilean west coast with high frequency—dozens annually—accounting for 40-55% of midlatitude (37°S-47°S) and up to 60% in subtropical zones (32°S-37°S), often as zonal or tilted bands within cyclones. These events, peaking in austral winter, deliver hundreds of millimeters of rain, as in 2023's relief from but also triggering landslides; AR absence exacerbates water deficits in semi-arid regions. Genesis hotspots near eastern South America coasts further sustain poleward moisture fluxes.

Role in Natural Variability

Atmospheric rivers (ARs) are integral to natural climate variability, serving as primary conduits for poleward moisture transport and modulating precipitation extremes through interactions with oscillatory modes such as the El Niño-Southern Oscillation (ENSO) and (PDO). In the North Pacific, AR frequency and intensity exhibit strong year-to-year fluctuations tied to ENSO phases; during El Niño winters, ARs increase in occurrence and impact the U.S. West Coast more frequently, delivering enhanced winter precipitation via strengthened subtropical moisture fluxes. Conversely, La Niña conditions often reduce AR landfalls in these areas or redirect them northward, contributing to drier anomalies. This ENSO modulation accounts for significant portions of cool-season precipitation variability, with ARs responsible for up to 90% of total moisture transport in affected basins during active periods. On decadal timescales, the PDO influences AR pathways by altering the subtropical jet and storm tracks, with positive PDO phases shifting the AR belt equatorward and intensifying moisture convergence in mid-latitudes. Such shifts drive prolonged wet or dry spells, as observed in historical reconstructions spanning centuries, where AR activity correlates with PDO-driven anomalies in western North American hydroclimate. ARs also interact with the Pacific-North American (PNA) pattern, a natural atmospheric mode often amplified by ENSO, further amplifying variability in AR-induced events like floods or snowpack replenishment. In high-latitude regions, ARs contribute to moisture budgets under natural variability, transporting the majority of summer water vapor influx and influencing dynamics through episodic warming and surges. However, ARs can disrupt canonical ENSO teleconnections by altering storm frequencies, weakening expected responses in areas like the southwestern U.S. during certain phases. These dynamics underscore ARs' embedded role in internal modes, independent of long-term trends, with empirical reanalyses confirming their dominance in explaining interannual to multidecadal hydroclimatic swings.

Debates on Anthropogenic Enhancement

Scientific modeling projections indicate that warming will enhance atmospheric river intensity and associated globally by the late 21st century, with increases in moisture transport driven by higher atmospheric capacity under warmer conditions. A 2018 NASA-led using global models projected that extreme atmospheric rivers could intensify across most regions, becoming wider, longer, and more persistent, potentially leading to heavier rainfall . Similarly, attribution analyses have estimated that human-induced has already contributed to elevated during specific , such as an approximately 11-15% increase in atmospheric river-driven rainfall over California's Basin as of 2022. These findings align with thermodynamic principles where Clausius-Clapeyron scaling amplifies moisture convergence in extratropical cyclones, though dynamical changes like storm track shifts add uncertainty. Observational records, however, reveal mixed signals on historical trends, challenging claims of clear enhancement to date. Analyses of reanalysis data from 1980-2020 show no statistically robust increases in atmospheric river frequency or intensity over , despite some evidence of strengthening in integrated vapor transport metrics, suggesting natural variability dominates current patterns. Regional contrasts further complicate attribution: wintertime atmospheric rivers have trended more frequent and intense over the eastern U.S. but less so over the western U.S. during the same period, with projections indicating potential redistribution rather than uniform global escalation. Critics argue that model-based projections often overestimate signals due to coarse resolution and incomplete representation of natural modes like the , which can mask or mimic anthropogenic influences in short-term records. The debate underscores tensions between forward-looking simulations and empirical data, with proponents of enhancement emphasizing emergent trends in extreme subsets—such as a projected 20-70% amplification of magnitudes during atmospheric rivers—while skeptics highlight the absence of detectable signals in landfalling event counts or durations in key vulnerable areas like the U.S. West Coast. Peer-reviewed assessments note that while warming enhances thermodynamic drivers, dynamical feedbacks may counteract intensification in some basins, and reliable detection requires decades more data to disentangle from internal variability. This discrepancy informs policy discussions, as over-reliance on model consensus risks misallocating resources amid unresolved causal attribution.

Forecasting and Risk Management

Current Prediction Methods

Atmospheric rivers are primarily detected and forecasted using (NWP) models that compute integrated vapor transport (IVT), defined as the product of vertically integrated and meridional speeds exceeding 250 kg m⁻¹ s⁻¹ in elongated corridors. The National Centers for Environmental Prediction's (GFS) provides operational forecasts of AR presence, strength, and IVT fields up to 16 days ahead, with graphics visualizing AR categories from weak (Category 1) to exceptional (Category 5) based on maximum IVT and duration thresholds established in peer-reviewed criteria. Automated detection algorithms, such as those developed by NOAA's Physical Sciences Laboratory, apply objective thresholds to reanalysis and forecast datasets like integrated (IWV) and IVT to identify AR events without subjective . Enhancements to forecasting accuracy incorporate high-resolution nested grids within global models, targeting the U.S. West Coast to better resolve orographic precipitation and landfall dynamics, as implemented in NOAA's collaborative AR prediction systems refined through 2024. Observational data assimilation plays a key role, with satellites providing real-time IWV estimates, supplemented by targeted aircraft reconnaissance flights under the Atmospheric River Reconnaissance (AR Recon) program, which deploys dropsondes to sample pre-landfall conditions and improve model initialization during the 2024-2025 winter season. Ground-based tools, including weather balloons coordinated by the Center for Western Weather and Water Extremes (CW3E) at UC San Diego, further validate and refine predictions by measuring vertical moisture profiles during active AR periods. Emerging techniques leverage , such as autoencoders trained on historical IVT data to predict AR evolution, offering potential for probabilistic forecasts beyond traditional physics-based NWP limitations. Alternative tracking frameworks, like Local Wave Activity of (LWA-V), quantify AR intensity by assessing deviations from zonal means, providing a complementary to IVT for global-scale monitoring. Seasonal predictability draws from coupled models like NOAA's , which attributes winter AR variability to sources including El Niño-Southern Oscillation (ENSO), with skill extending 3-6 months for North American landfalls. Despite these advances, challenges persist in resolving fine-scale moisture convergence and extremes, prompting ongoing interagency efforts to integrate multi-model ensembles for operational use.

Mitigation Strategies and Challenges

Mitigation strategies for atmospheric rivers primarily emphasize enhanced forecasting, structural engineering interventions, and non-structural preparedness measures to reduce flood risks and optimize . The (NOAA) has advanced prediction capabilities through atmospheric river reconnaissance missions, deploying dropsondes to collect targeted observations during events, which have improved forecast skill for precipitation intensity by assimilating high-resolution data into models like the High-Resolution Rapid Refresh (HRRR). These efforts enable lead times of days to weeks for water managers, facilitating decisions on releases to mitigate downstream ing while capturing inbound moisture for supply. Structural approaches include constructing levees, walls, and such as permeable surfaces and restoration, which slow runoff and reduce peak flows during intense AR-driven rains. In , for instance, investments in barriers and elevated have demonstrated potential to cut flood losses by prioritizing high-risk zones. Non-structural strategies focus on , early warning systems, and building. Agencies like NOAA integrate AR-specific tools into operational forecasts, providing probabilistic guidance on event strength to inform evacuations and emergency responses, as seen in enhanced monitoring during the 2021-2023 reconnaissance campaigns. Building codes mandating elevated structures in flood-prone areas, alongside vegetation management to minimize debris flows, further bolster defenses; a performance-based in the U.S. West indicated that elevating homes in AR-impacted regions could yield substantial risk reductions. Water agencies employ forecast-informed reservoir operations (FIRO), adjusting outflows based on AR predictions to balance with relief, a tactic validated in pilot programs since 2019. Challenges persist due to inherent uncertainties in AR dynamics and their interaction with antecedent conditions. Forecast models, while showing 15-20% gains in intensity prediction, struggle with subseasonal variability and the precise conversion of vapor transport to surface flooding, particularly when soils are preconditioned by prior rains, amplifying runoff by up to 50% in events. Back-to-back AR storms compound damages, as saturated landscapes from sequential events—observed in sequences since 2022—exacerbate infrastructure failures and economic losses exceeding billions annually. Additional hurdles include underdesigned legacy vulnerable to AR-enhanced winds and landslides, alongside non-structural gaps like inconsistent zoning enforcement, which limit amid rising event frequencies. High costs of , estimated in the tens of billions for U.S. coastal regions, and the need for cross-jurisdictional coordination further impede implementation.

References

  1. [1]
    What Is an Atmospheric River? | NESDIS - NOAA
    Atmospheric rivers are long, flowing regions of the atmosphere that carry water vapor through the sky. They are about 250 to 375 miles wide and can be more than ...
  2. [2]
    Atmospheric rivers: a mini-review - Frontiers
    Atmospheric rivers (ARs) are narrow regions responsible for the majority of the poleward water vapor transport across the midlatitudes.
  3. [3]
    Atmospheric Rivers: What are they and how does NOAA study them?
    Jan 11, 2023 · Atmospheric rivers are long, concentrated regions in the atmosphere that transport moist air from the tropics to higher latitudes. The moist air ...
  4. [4]
    Atmospheric Rivers - NASA Earthdata
    Sep 30, 2025 · Atmospheric rivers are narrow, elongated corridors of concentrated moisture transport that occur in the lower atmosphere, ahead of the cold ...
  5. [5]
    A Scale to Characterize the Strength and Impacts of Atmospheric ...
    Atmospheric rivers frequently lead to heavy precipitation where they are forced upward, for example, by mountains or by ascent in the warm conveyor belt.
  6. [6]
    What are atmospheric rivers? - NOAA
    Atmospheric rivers are relatively long, narrow regions in the atmosphere – like rivers in the sky – that transport most of the water vapor outside of the ...
  7. [7]
    Rivers in the Sky: 6 Facts You Should Know about Atmospheric Rivers
    Dec 14, 2021 · When they reach the coasts and flow inland over mountains, the atmospheric river is pushed upwards, causing much of that water vapor to condense ...
  8. [8]
    [PDF] Climatological Characteristics of Atmospheric Rivers and Their ...
    Narrow corridors of water vapor transport known as atmospheric rivers (ARs) contribute to extreme precipitation and flooding along the West Coast of the ...
  9. [9]
    Extreme atmospheric rivers in a warming climate - PMC
    Jun 3, 2023 · In this study, the authors use eddy-resolving climate model simulations and project an almost linear increase of extreme atmospheric rivers with global warming.Missing: reviewed | Show results with:reviewed
  10. [10]
    Increased amplitude of atmospheric rivers and associated extreme ...
    Sep 6, 2023 · We find that, atmospheric rivers are projected to become more frequent and more likely to be associated with extreme precipitation events.
  11. [11]
    Dropsonde Observations of Total Integrated Water Vapor Transport ...
    Sep 1, 2017 · The study found that total water vapor transport (TIVT) in an AR was 4.7 × 10^8 kg s^-1, with an average AR width of 890 ± 270 km.
  12. [12]
    Global Application of the Atmospheric River Scale - AGU Journals
    Jan 18, 2023 · The current study explores the utility of the AR scale from a global perspective. It is found that ARs most frequently occur over midlatitude oceans.
  13. [13]
    Improved forecasts of atmospheric rivers through systematic ... - Nature
    Oct 28, 2020 · Typically around 2000 km in length and 800 km in width, these long and narrow regions are located ahead of the cold front within an ...
  14. [14]
    Atmospheric rivers over eastern US affected by Pacific/North ...
    Jan 24, 2024 · Atmospheric rivers (ARs) are synoptic-scale weather features characterized by long, narrow flows of moist air that can transport enormous ...
  15. [15]
    Atmospheric rivers emerge as future freshwater reserves and heat ...
    Oct 17, 2025 · Atmospheric rivers (ARs) act as a dynamic highway, linking ocean evaporation to continental precipitation, efficiently transporting water and ...
  16. [16]
    [PDF] A 43-day atmospheric-river storm in 1861 turned California's ... - CW3E
    It appears that an atmospheric-river megastorm—California's “Other Big One”— may pose even greater risks to the Golden State than a large- magnitude earthquake.
  17. [17]
    Recreating the Great Flood of 1862 - Physical Sciences Laboratory
    The Great Flood of 1862 dropped a record-setting amount of rain along the US West Coast from December 1861 through January 1862.
  18. [18]
    California's History of Large Storms & Floods - USGS.gov
    The Great Storm of 1861-1862, often referred to as the Great Flood of 1862 ... atmospheric river, contributed to the heavy and sustained rainfall. It ...
  19. [19]
    California's Super Flood - EarthDate
    Today, scientists study atmospheric rivers and use the 1861-1862 storm as the basis for a “what-if” scenario they call ARkStorm—Atmospheric River 1,000 Storm.
  20. [20]
    Atmospheric Rivers - EarthDate
    Sedimentological records show that extreme storms and flood events occur every 150-200 years. Silt deposits record megafloods that occurred in AD 212, 440, 603, ...<|separator|>
  21. [21]
    When Extreme Atmospheric Rivers, Storms, and Floods Become the ...
    During California's Great Flood over the winter of 1861–1862, a series of atmospheric rivers made it rain for 43 days. The floodwaters formed an inland sea ...
  22. [22]
    Six Hundred Years of Reconstructed Atmospheric River Activity ...
    Jun 20, 2023 · Precipitation & tree-ring based data in the Western US can be used to reconstruct atmospheric river (AR) activity along the US west coast.
  23. [23]
    Atmospheric rivers past and present - Blue Book Services
    The most damaging atmospheric river in the state's recorded history hit on Christmas Eve, 1861, and lasted for 43 days. ... Image sources are either licensed ...
  24. [24]
    [PDF] Six Hundred Years of Reconstructed Atmospheric River Activity ...
    This catalog reports individual AR events across western North America from 1 January 1948 to 31 December 2020, detected using IVT and integrated water vapor ( ...
  25. [25]
    "Atmospheric Rivers": Rising Interest in Science and the Media
    The term “atmospheric river” was first coined in 1994 to describe atmospheric water vapor transport across the mid-latitudes. Subsequent research has shown ...
  26. [26]
    What is an atmospheric river? | National Snow and Ice Data Center
    An atmospheric river transports moisture from the tropical and subtropical oceans and dumps it as rain or snow in cooler regions.
  27. [27]
    Defining “atmospheric river”: How the Glossary of Meteorology ...
    Since the term “atmospheric river” (AR) first appeared in modern scientific literature in the early 1990s, it has generated debate about the meaning of the ...
  28. [28]
  29. [29]
    Understanding the origin of atmospheric rivers in the Southwest US
    Aug 24, 2023 · Three discoveries in late 1990s resulted in atmospheric rivers (ARs) being identified: Analysis of weather model-based forecasts globally by ...
  30. [30]
    Atmospheric River Watch - Remote Sensing Systems
    Identifying Atmospheric Rivers in Satellite Microwave Data. Passive microwave satellite remote sensing provides highly accurate measurements of total column ...
  31. [31]
    NOAA Satellites Track Powerful Atmospheric Rivers Impacting the ...
    Feb 6, 2025 · These satellites use microwave sensors to measure the total amount of water vapor in the atmosphere, known as Total Precipitable Water (TPW).
  32. [32]
    Automated Atmospheric River Detection
    An automated technique has been developed to objectively identify and characterize atmospheric river events in the fields of integrated water vapor (IWV) ...
  33. [33]
    Keeping an Eye on Rivers in the Sky - GOES-R
    Feb 20, 2019 · The GOES-R Series (a collaboration of NOAA and NASA) is the Western Hemisphere's most advanced weather-monitoring satellite system.
  34. [34]
    Satellite Obs: AR Portal at NOAA Physical Sciences Laboratory
    Infrared, visible, and water vapor satellite images are available from GOES-13 and GOES-15 at three different domains each.
  35. [35]
    atmospheric rivers, climate change and the role of space technologies
    Sep 15, 2025 · IVT is a measure of how much water vapor is being carried horizontally through the atmosphere. On average, an AR transports approximately 4.7× ...<|separator|>
  36. [36]
    Evaluating the Representations of Atmospheric Rivers and Their ...
    Nov 20, 2023 · In this study, we developed an AR detection algorithm specifically for satellite observations using moisture and the geostrophic winds derived ...
  37. [37]
    Atmospheric River Scale - CW3E - University of California San Diego
    The AR scale is determined based on the duration of AR conditions (IVT >250 kg m -1 s -1 ) and maximum IVT during the AR as described in Ralph et al. 2019.
  38. [38]
    Assessment of Numerical Weather Prediction Model Reforecasts of ...
    Atmospheric rivers (ARs)—narrow corridors of high atmospheric water vapor transport—occur globally and are associated with flooding and maintenance of the water ...
  39. [39]
    Evaluation of Atmospheric River Predictions by the WRF Model ...
    The CW3E operational model, named West-WRF, has the primary goal of predicting extreme precipitation events (especially those associated with ARs) that are key ...
  40. [40]
    Forecast Errors and Uncertainties in Atmospheric Rivers
    This study uses the dropsonde observations collected during the AR Recon campaign and the European Centre for Medium-Range Weather Forecasts (ECMWF) Integrated ...
  41. [41]
    CW3E_Radiosondes - Center for Western Weather and Water ...
    CW3E attaches radiosondes to weather balloons to collect observations of pressure, temperature, wind speed and direction, and humidity.
  42. [42]
    Patterns and Drivers of Atmospheric River Precipitation and ...
    Atmospheric rivers (ARs) significantly influence precipitation and hydrologic variability in many areas of the world, including the western United States. As ...
  43. [43]
    A feasibility study to Reconstruct Atmospheric Rivers using space
    Apr 11, 2025 · A feasibility study to Reconstruct Atmospheric Rivers using space- and ground-based GNSS observations. Endrit Shehaj, Stephen Leroy, Kerri ...
  44. [44]
    Data Gaps within Atmospheric Rivers over the Northeastern Pacific in
    Several nonradiance ground-based remotely sensed observation systems also ... Surface observations are much less dense over the ocean than over land ...
  45. [45]
    About ARs - Physical Sciences Laboratory - NOAA
    On average, about 30-50% of annual precipitation in the west coast states occurs in just a few AR events, thus contributing to water supply. In the ...
  46. [46]
    What is an atmospheric river? A hydrologist explains the good ... - PBS
    Feb 3, 2024 · Atmospheric rivers provide an average of 30 percent to 50 percent of the West Coast's annual precipitation. They also contribute to the snowpack ...
  47. [47]
    A Climate Expert Explains Why Atmospheric Rivers Are Causing ...
    Feb 5, 2024 · Climate professor Mingfang Ting discusses how atmospheric rivers are connected to climate change and what communities can do about them.Missing: recognition | Show results with:recognition
  48. [48]
    Atmospheric Rivers Disrupt Traditional Rainfall Predictions in the ...
    Feb 27, 2025 · ... annual precipitation in Northern California and 40% in Southern California. In 2023, nine atmospheric rivers brought significant rainfall to ...
  49. [49]
    NASA Estimates the Global Reach of Atmospheric Rivers
    Oct 31, 2017 · The study authors found that globally, precipitation from atmospheric rivers contributes 22 percent of the total water that flows across Earth's ...
  50. [50]
    The influence of an atmospheric river on a heavy precipitation event ...
    In these conditions the AR contributed critically to the generation of heavy rainfall and turned the event into a devastating flood. Given the relevance of ...
  51. [51]
    Atmospheric River Storms Create $1 Billion-a-Year Flood Damage
    Dec 4, 2019 · Corringham's analysis confirmed that flood damages from AR 1 and AR 2 events are generally low, and that each category increase in AR intensity ...
  52. [52]
    Atmospheric River Brings Severe Flooding and Landslides to British ...
    Nov 19, 2021 · The Pacific Northwest coast saw two atmospheric rivers (ARs) bring heavy rains from Nov. 10-16, 2021, resulting in severe flooding, landslides, and damage to ...
  53. [53]
    From California's Extreme Drought to Major Flooding - AMS Journals
    California experienced a historic run of nine consecutive landfalling atmospheric rivers (ARs) in three weeks' time during winter 2022/23.
  54. [54]
    Atmospheric Rivers - Climate Central
    Mar 29, 2023 · From 1978 to 2017, atmospheric rivers accounted for $42.6 billion in estimated flood damages across 11 western states—about $1.1 billion ...
  55. [55]
    Ranking Atmospheric Rivers: New Study Finds World of Potential
    Mar 16, 2023 · Scientists have estimated some 300 million people worldwide are at risk for flooding due to atmospheric rivers which, on average, transport ...
  56. [56]
    high-impact atmospheric river-induced extreme precipitation events ...
    Dec 20, 2024 · The area affected by atmospheric river-induced extreme precipitation events is projected to double, driven by intensified landfalling atmospheric rivers.
  57. [57]
    In Atmospheric River Storms, Wind Is a Risk, Too
    Feb 21, 2017 · A new NASA study shows they also bring high wind damage worldwide. NASA Study Shows Storms Bring High Wind Damage Along With Flooding.Missing: impacts | Show results with:impacts
  58. [58]
    Influence of atmospheric rivers in the occurrence of devastating ...
    The study mainly reveals that persistent ARs of >18 h resulted in extremely heavy precipitation and lead to associated flood over Chennai.
  59. [59]
    A Climatology of Atmospheric Rivers and Associated Precipitation ...
    Atmospheric rivers (ARs) are long, narrow filamentary regions of enhanced vertically integrated water vapor transport (IVT) that play an important role in ...
  60. [60]
    Predictable Patterns of Seasonal Atmospheric River Variability Over ...
    Apr 17, 2025 · Atmospheric rivers (ARs) are long and narrow atmospheric weather systems that carry large amounts of water vapor.Missing: supply | Show results with:supply<|separator|>
  61. [61]
    [PDF] Circulation Drivers of Atmospheric Rivers at the North American ...
    Nov 20, 2018 · Atmospheric rivers are characterized as filaments of intense moisture transport that deliver much rain and snow to western North America.<|separator|>
  62. [62]
    Atmospheric rivers more frequent and intense during certain phases ...
    Apr 4, 2017 · More moisture is transported towards North America and AR frequency is increased over western North America. In CPEN events, the Aleutian ...
  63. [63]
    Opposing trends in winter Atmospheric River over the Western and ...
    Jun 30, 2025 · Winter atmospheric rivers (ARs) are crucial for water supply and extreme weather events in both the western (WUS) and eastern United States (EUS) ...
  64. [64]
    Changes to Atmospheric River Related Extremes Over the United ...
    Feb 28, 2025 · Atmospheric Rivers (ARs) are elongated corridors of water vapor that are closely associated with extreme precipitation events on the US west ...
  65. [65]
    Ocean fronts and eddies force atmospheric rivers and heavy ...
    Abstract. Atmospheric rivers (ARs) are responsible for over 90% of poleward water vapor transport in the mid-latitudes and can produce extreme precipitation ...Missing: reviewed | Show results with:reviewed
  66. [66]
    Atmospheric rivers over eastern US affected by Pacific/North ...
    Mar 12, 2024 · A significant increase in atmospheric river (AR) frequency is shown during wintertime over the Eastern U.S. in the past four decades. The ...
  67. [67]
    Atmospheric Rivers and Associated Precipitation over France and ...
    Aug 21, 2021 · A 1980–2020 climatology of atmospheric rivers over Europe has been presented. The west of France, Iberian Peninsula, and British Islands are the most impacted ...<|separator|>
  68. [68]
    the role of atmospheric rivers in inland flooding in central Europe
    Nov 5, 2020 · The typical large-scale atmospheric circulation leading to heavy rainfall and flooding in the lower Rhine is characterized by a low pressure ...
  69. [69]
    Atmospheric rivers are shifting poleward, reshaping global weather ...
    Oct 11, 2024 · Our study shows that atmospheric rivers have been shifting poleward over the past four decades. In both hemispheres, activity has increased ...
  70. [70]
    Atmospheric Rivers in East Asia Summer as the ... - AMS Journals
    Oct 1, 2024 · ABSTRACT: East Asian atmospheric rivers (ARs) exhibit the most pronounced activity in summer with significant im- pacts on monsoon rainfall.
  71. [71]
    Future changes in atmospheric rivers over East Asia under ... - ACP
    Jan 30, 2023 · The result indicates a significant increase in AR frequency and AR-related precipitation over most of East Asia in a warmer climate.
  72. [72]
    (PDF) Long-term trends in atmospheric rivers over East Asia
    Atmospheric rivers (ARs) play an important role in the climate of East Asia due to their close linkage to precipitation extremes. In this study, long-term ...
  73. [73]
    Atmospheric Rivers intensify extreme precipitation and flooding ...
    Oct 8, 2025 · Here, we find that southeast Australia has the highest AR concurrence (around 75- 100%) with extreme precipitation and streamflow events. The ...
  74. [74]
    Structure of an Atmospheric River Over Australia and the Southern ...
    Sep 11, 2020 · The contribution of moisture from the tropics to precipitation within an Australian summer atmospheric river is documented Over 50% of the ...
  75. [75]
    Impacts of Atmospheric Rivers on Precipitation in Southern South ...
    This study quantifies the impact of atmospheric rivers (ARs) on precipitation in southern South America.Abstract · Introduction · Data and methodology · Climatology of landfalling ARs...
  76. [76]
    Atmospheric Rivers Swamp Central Chile - NASA Earth Observatory
    Sep 3, 2023 · In winter 2023, the region got some relief in the form of two atmospheric rivers that brought hundreds of millimeters of rain and snow to the region.
  77. [77]
    PIKART: A Comprehensive Global Catalog of Atmospheric Rivers
    Aug 4, 2025 · Spatially extended AR genesis hotspots have been identified along the coasts of eastern North America, East Asia, eastern South America and in ...
  78. [78]
    [PDF] Seasonal Prediction of Atmospheric Rivers and the ENSO
    The year-to-year changes in cool season atmospheric rivers (ARs) over the northeast Pacific is strongly modulated by ENSO. • In El Nino winters, ...
  79. [79]
    Influences of Large-Scale Circulation and Atmospheric Rivers on ...
    Abstract This study aims to understand the underlying mechanism of large-scale circulation control on atmospheric rivers (ARs) and precipitation variability ...
  80. [80]
    Leading Modes of Wintertime North Pacific Atmospheric Rivers and ...
    Feb 22, 2023 · North Pacific Atmospheric Rivers (ARs) are affected by many climate modes, including the El Niño Southern Oscillation (ENSO) and the Pacific ...
  81. [81]
    High-resolution climate model simulates atmospheric river ...
    Oct 26, 2022 · Atmospheric rivers deliver water vapor and can bring heavy precipitation when making landfall. A new study has found that a high-resolution ...
  82. [82]
    [PDF] Large-Scale Influences on Atmospheric River Induced Extreme ...
    Exceptionally large values for IVT are displayed as red colors, and note the extensive swath of enhanced IVT extending from the central Pacific Ocean to the ...
  83. [83]
    [PDF] Simulations of Atmospheric Rivers, Their Variability, and Response ...
    Dec 1, 2020 · Although the PNA pattern is a natural internal mode of climate variability, it is also strongly affected by. ENSO. The positive (negative) ...
  84. [84]
    Role of atmospheric rivers in shaping long term Arctic moisture ...
    Jun 29, 2024 · Atmospheric rivers (ARs) reaching high-latitudes in summer contribute to the majority of climatological poleward water vapor transport into the Arctic.
  85. [85]
    Heresy in ENSO teleconnections: atmospheric rivers as disruptors of ...
    Feb 7, 2025 · Our findings indicate a weaker/stronger relationship between ENSO and AR/non-AR precipitation, primarily driven by storm frequency.
  86. [86]
    Improved Simulations of Atmospheric River Climatology and ...
    Atmospheric rivers ... This phenomenon has been linked to natural climate variations like El Niño/Southern Oscillation (ENSO) and Pacific Decadal Oscillation (PDO) ...
  87. [87]
    Climate change may lead to bigger atmospheric rivers - NASA Science
    May 24, 2018 · A new NASA-led study shows that climate change is likely to intensify extreme weather events known as atmospheric rivers across most of the globe by the end of ...
  88. [88]
    Atmospheric River Precipitation Enhanced by Climate Change: A ...
    Feb 9, 2022 · We estimate that climate change to date results in ∼11% and ∼15% increase in precipitation over the Feather River Basin in Northern California.
  89. [89]
    Extreme atmospheric rivers in a warming climate - Nature
    Jun 3, 2023 · Global response of landfalling extreme ARs to anthropogenic warming. ARs can induce extreme precipitation when making landfall, especially in ...
  90. [90]
    Atmospheric rivers are strengthening but are they the scary monster ...
    Jul 3, 2025 · Extremeness: Atmospheric rivers are portrayed as dangerous atmospheric paroxysms that lash, scour, strike, and pummel, or as rare extremes. ...
  91. [91]
    The Changing Nature of Atmospheric Rivers in - AMS Journals
    Atmospheric rivers (ARs) are expected to strengthen in a warming climate, largely due to the thermodynamic (moistening) effect.
  92. [92]
    Contrasting historical trends of atmospheric rivers in the Northern ...
    Aug 18, 2025 · Using station-based observations, we confirm that ARs have driven coherent long-term trends in both total and extreme precipitation over land.
  93. [93]
    Atmospheric rivers are stable for now — but change is on the way
    Oct 4, 2021 · Yale researchers have found that climate-induced changes to atmospheric rivers could drastically increase extreme precipitation in some parts ...Missing: evidence | Show results with:evidence<|separator|>
  94. [94]
    AR Forecasts: AR Portal at NOAA Physical Sciences Laboratory
    The graphics below are designed to forecast the presence and strength of Atmospheric Rivers using data from the NCEP Global Forecast System (GFS), ...
  95. [95]
    Advancing Atmospheric River Predictions Through Collaborative ...
    May 22, 2024 · The Earth Prediction Innovation Center will enable the most accurate and reliable operational numerical weather prediction system in the world.
  96. [96]
    Atmospheric River Forecasts Are Improving Thanks to Storm ...
    Dec 13, 2024 · The advances in forecasts are a big deal ... 2024, requiring winter season monitoring of atmospheric river systems off the West Coast.
  97. [97]
    UC San Diego Shaping Future of Atmospheric River Forecasting
    Dec 10, 2024 · During Water Year 2024-2025, CW3E will coordinate weather balloon deployments from Tacoma in Washington state and from Bodega Bay and Marysville ...
  98. [98]
    An innovative approach to predict atmospheric rivers
    Jul 1, 2023 · A first ever study with data-driven methodology incorporating a Deep Learning architecture, Autoencoder has been proposed.
  99. [99]
    A new framework for tracking atmospheric rivers
    A new study published in Geophysical Research Letters introduces a new method called Local Wave Activity of Water Vapor (LWA-V), which measures how much water ...
  100. [100]
    Looking to the Pacific, scientists improve forecasts of atmospheric ...
    Apr 17, 2025 · A NASA satellite view of an atmospheric river hitting the West Coast on December 19, 2024. (Image by the Moderate Resolution Imaging ...
  101. [101]
    [PDF] Improved Forecast Skill Through the Assimilation of Dropsonde ...
    This study focuses on improving the forecasting of atmospheric rivers (ARs), which are narrow corridors that transport water vapor in the atmosphere from the ...
  102. [102]
    [PDF] Atmospheric River Reconnaissance 2021: A Review
    ARs are defined by vertically integrated vapor transport (IVT), and along with duration, IVT can be used to categorize ARs into different strengths. Ralph ...
  103. [103]
    Mitigate Flooding | US EPA
    Jul 8, 2025 · Green infrastructure can mitigate flood risk by slowing and reducing stormwater runoff and protecting floodplains.
  104. [104]
    [PDF] A performance-based approach to quantify atmospheric river flood risk
    Apr 19, 2022 · This work presents a new Performance-based Atmospheric River Risk Analy- sis (PARRA) framework that adapts existing concepts from probabilistic ...
  105. [105]
    Atmospheric River Observatories - Physical Sciences Laboratory
    Apr 24, 2025 · Atmospheric Rivers (ARs) are the regions of extratropical storms where high winds and water vapor are concentrated.Missing: definition NASA
  106. [106]
    [PDF] ATMOSPHERIC RIVER RESEARCH, MITIGATION, AND CLIMATE ...
    ... numerical weather prediction model reforecasts of the occur- rence, intensity, and location of atmospheric rivers along the West Coast of North America ...
  107. [107]
    Three ways NOAA Research works to improve our weather forecasts
    Mar 5, 2025 · The system is providing 15-20% improvements to intensity predictions already. ... atmospheric rivers. One project that highlights the work being ...
  108. [108]
    Wet Soils Increase Flooding During Atmospheric River Storms - DRI
    Jun 12, 2025 · These findings can help explain why some atmospheric river storms cause catastrophic flooding while others of comparable intensity do not.Missing: categories | Show results with:categories
  109. [109]
    Study reveals compounding risks of atmospheric river storms - News
    Jan 25, 2024 · A new study shows that back-to-back atmospheric river events don't just result in economic damage but also lead to compounded risks.
  110. [110]
    Atmospheric Rivers Have Major Economic And Infrastructure Impacts
    Feb 13, 2024 · While atmospheric rivers pose flooding and other hydrologic challenges, there are also quantifiable economic impacts, recent research has found.
  111. [111]
    The challenge of unprecedented floods and droughts in risk ... - Nature
    Aug 3, 2022 · Management shortcomings are characterized by problems with water management infrastructure and non-structural risk management shortcomings, ...